Deep learning-based channel estimation

M Soltani, V Pourahmadi, A Mirzaei… - IEEE …, 2019 - ieeexplore.ieee.org
… low, we estimate the channel by deep low-SNR network, and beyond a threshold, deep
high-SNR … Juang, “Power of deep learning for channel estimation and signal detection in OFDM …

Deep learning for channel estimation: Interpretation, performance, and comparison

Q Hu, F Gao, H Zhang, S Jin… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… We demonstrate that DL based channel estimation does not restrict to any specific signal …
) estimation in various scenarios without requiring any prior knowledge of channel statistics. …

Power of deep learning for channel estimation and signal detection in OFDM systems

H Ye, GY Li, BH Juang - IEEE Wireless Communications …, 2017 - ieeexplore.ieee.org
… Furthermore, the deep learningbased approach is … deep learning is a promising tool for
channel estimation and signal detection in wireless communications with complicated channel

Deep learning-based channel estimation for massive MIMO systems

CJ Chun, JM Kang, IM Kim - IEEE Wireless Communications …, 2019 - ieeexplore.ieee.org
… Abstract—In this letter, we propose a deep learning (DL)-based channel estimation scheme
for … Unlike existing studies, we develop the channel estimation scheme for the case that the …

Deep learning-based channel estimation for doubly selective fading channels

Y Yang, F Gao, X Ma, S Zhang - IEEE Access, 2019 - ieeexplore.ieee.org
deep learning (DL)-based channel estimation algorithm for doubly selective fading channels
is proposed by employing the deep … of channel variation from previous channel estimates …

Deep learning-based channel estimation for beamspace mmWave massive MIMO systems

H He, CK Wen, S Jin, GY Li - IEEE Wireless Communications …, 2018 - ieeexplore.ieee.org
… signal recovery algorithm for channel estimation. To the best of … deep learning technology
for beamspace channel estimation. The LDAMP network utilizes the large number of channel

Deep learning-based channel estimation for high-dimensional signals

E Balevi, JG Andrews - arXiv preprint arXiv:1904.09346, 2019 - arxiv.org
… We propose a novel deep learning-based channel estimation … Our method is broadly
applicable to channel estimation for … deep channel estimator can outperform LS estimation with …

Deep learning-based channel estimation algorithm over time selective fading channels

Q Bai, J Wang, Y Zhang, J Song - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
… Abstract—The research about deep learning application for physical layer has been … a
Deep Learning (DL) based channel estimator under time varying Rayleigh fading channel

Deep learning and channel estimation

K Thakkar, A Goyal… - 2020 6th International …, 2020 - ieeexplore.ieee.org
… of channel coefficients can make channel estimation fairly … realize Deep Learning’s ability
in revolutionizing channel estimation for … of Deep Learning in communication system, Channel

Deep learning-based channel estimation for massive MIMO with hybrid transceivers

J Gao, C Zhong, GY Li, Z Zhang - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… In this paper, we propose a novel deep learning (DL) based framework for uplink channel
estimation in HAD massive MIMO systems. To better exploit the sparsity structure of channels